Dataset statistics
| Number of variables | 8 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 31.4 KiB |
| Average record size in memory | 64.3 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 1 |
GRE Score is highly overall correlated with TOEFL Score and 6 other fields | High correlation |
TOEFL Score is highly overall correlated with GRE Score and 5 other fields | High correlation |
University Rating is highly overall correlated with GRE Score and 5 other fields | High correlation |
SOP is highly overall correlated with GRE Score and 5 other fields | High correlation |
LOR is highly overall correlated with GRE Score and 5 other fields | High correlation |
CGPA is highly overall correlated with GRE Score and 5 other fields | High correlation |
Chance of Admit is highly overall correlated with GRE Score and 6 other fields | High correlation |
Research is highly overall correlated with GRE Score and 1 other fields | High correlation |
Reproduction
| Analysis started | 2023-01-12 09:17:39.090473 |
|---|---|
| Analysis finished | 2023-01-12 09:17:49.478671 |
| Duration | 10.39 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
GRE Score
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 316.55876 |
| Minimum | 290 |
|---|---|
| Maximum | 340 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 298 |
| Q1 | 309 |
| median | 316.55876 |
| Q3 | 324 |
| 95-th percentile | 335 |
| Maximum | 340 |
| Range | 50 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.103952 |
|---|---|
| Coefficient of variation (CV) | 0.035077063 |
| Kurtosis | -0.61245754 |
| Mean | 316.55876 |
| Median Absolute Deviation (MAD) | 7.5587629 |
| Skewness | -0.052474881 |
| Sum | 158279.38 |
| Variance | 123.29775 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 312 | 22 | 4.4% |
| 324 | 22 | 4.4% |
| 322 | 17 | 3.4% |
| 321 | 17 | 3.4% |
| 316 | 17 | 3.4% |
| 327 | 17 | 3.4% |
| 314 | 16 | 3.2% |
| 320 | 16 | 3.2% |
| 311 | 16 | 3.2% |
| 316.5587629 | 15 | 3.0% |
| Other values (40) | 325 |
| Value | Count | Frequency (%) |
| 290 | 2 | 0.4% |
| 293 | 1 | 0.2% |
| 294 | 2 | 0.4% |
| 295 | 5 | |
| 296 | 5 | |
| 297 | 6 | |
| 298 | 10 | |
| 299 | 8 | |
| 300 | 12 | |
| 301 | 10 |
| Value | Count | Frequency (%) |
| 340 | 9 | |
| 339 | 3 | 0.6% |
| 338 | 4 | |
| 337 | 2 | 0.4% |
| 336 | 5 | |
| 335 | 4 | |
| 334 | 7 | |
| 333 | 4 | |
| 332 | 7 | |
| 331 | 9 |
TOEFL Score
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.18776 |
| Minimum | 92 |
|---|---|
| Maximum | 120 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 92 |
|---|---|
| 5-th percentile | 98 |
| Q1 | 103 |
| median | 107 |
| Q3 | 112 |
| 95-th percentile | 118 |
| Maximum | 120 |
| Range | 28 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.0513379 |
|---|---|
| Coefficient of variation (CV) | 0.056455496 |
| Kurtosis | -0.61664602 |
| Mean | 107.18776 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.10309764 |
| Sum | 53593.878 |
| Variance | 36.61869 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 110 | 42 | 8.4% |
| 105 | 37 | 7.4% |
| 104 | 29 | 5.8% |
| 107 | 28 | 5.6% |
| 112 | 27 | 5.4% |
| 106 | 26 | 5.2% |
| 103 | 25 | 5.0% |
| 100 | 24 | 4.8% |
| 102 | 24 | 4.8% |
| 99 | 22 | 4.4% |
| Other values (20) | 216 |
| Value | Count | Frequency (%) |
| 92 | 1 | 0.2% |
| 93 | 2 | 0.4% |
| 94 | 2 | 0.4% |
| 95 | 3 | 0.6% |
| 96 | 6 | 1.2% |
| 97 | 7 | 1.4% |
| 98 | 10 | |
| 99 | 22 | |
| 100 | 24 | |
| 101 | 19 |
| Value | Count | Frequency (%) |
| 120 | 9 | 1.8% |
| 119 | 10 | 2.0% |
| 118 | 10 | 2.0% |
| 117 | 8 | 1.6% |
| 116 | 16 | |
| 115 | 11 | |
| 114 | 18 | |
| 113 | 18 | |
| 112 | 27 | |
| 111 | 20 |
University Rating
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1216495 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1288019 |
|---|---|
| Coefficient of variation (CV) | 0.36160431 |
| Kurtosis | -0.76661454 |
| Mean | 3.1216495 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.092445489 |
| Sum | 1560.8247 |
| Variance | 1.2741937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 154 | |
| 2 | 124 | |
| 4 | 103 | |
| 5 | 72 | |
| 1 | 32 | 6.4% |
| 3.121649485 | 15 | 3.0% |
| Value | Count | Frequency (%) |
| 1 | 32 | 6.4% |
| 2 | 124 | |
| 3 | 154 | |
| 3.121649485 | 15 | 3.0% |
| 4 | 103 | |
| 5 | 72 |
| Value | Count | Frequency (%) |
| 5 | 72 | |
| 4 | 103 | |
| 3.121649485 | 15 | 3.0% |
| 3 | 154 | |
| 2 | 124 | |
| 1 | 32 | 6.4% |
SOP
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.374 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 2.5 |
| median | 3.5 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 0.99100362 |
|---|---|
| Coefficient of variation (CV) | 0.29371773 |
| Kurtosis | -0.70571695 |
| Mean | 3.374 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.2289724 |
| Sum | 1687 |
| Variance | 0.98208818 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 4 | 89 | |
| 3.5 | 88 | |
| 3 | 80 | |
| 2.5 | 64 | |
| 4.5 | 63 | |
| 2 | 43 | |
| 5 | 42 | |
| 1.5 | 25 | 5.0% |
| 1 | 6 | 1.2% |
| Value | Count | Frequency (%) |
| 1 | 6 | 1.2% |
| 1.5 | 25 | 5.0% |
| 2 | 43 | |
| 2.5 | 64 | |
| 3 | 80 | |
| 3.5 | 88 | |
| 4 | 89 | |
| 4.5 | 63 | |
| 5 | 42 |
| Value | Count | Frequency (%) |
| 5 | 42 | |
| 4.5 | 63 | |
| 4 | 89 | |
| 3.5 | 88 | |
| 3 | 80 | |
| 2.5 | 64 | |
| 2 | 43 | |
| 1.5 | 25 | 5.0% |
| 1 | 6 | 1.2% |
LOR
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.484 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3.5 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.92544957 |
|---|---|
| Coefficient of variation (CV) | 0.26562847 |
| Kurtosis | -0.74574851 |
| Mean | 3.484 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.14529031 |
| Sum | 1742 |
| Variance | 0.85645691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 3 | 99 | |
| 4 | 94 | |
| 3.5 | 86 | |
| 4.5 | 63 | |
| 2.5 | 50 | |
| 5 | 50 | |
| 2 | 46 | |
| 1.5 | 11 | 2.2% |
| 1 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.2% |
| 1.5 | 11 | 2.2% |
| 2 | 46 | |
| 2.5 | 50 | |
| 3 | 99 | |
| 3.5 | 86 | |
| 4 | 94 | |
| 4.5 | 63 | |
| 5 | 50 |
| Value | Count | Frequency (%) |
| 5 | 50 | |
| 4.5 | 63 | |
| 4 | 94 | |
| 3.5 | 86 | |
| 3 | 99 | |
| 2.5 | 50 | |
| 2 | 46 | |
| 1.5 | 11 | 2.2% |
| 1 | 1 | 0.2% |
CGPA
Real number (ℝ)
| Distinct | 184 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.57644 |
| Minimum | 6.8 |
|---|---|
| Maximum | 9.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 6.8 |
|---|---|
| 5-th percentile | 7.638 |
| Q1 | 8.1275 |
| median | 8.56 |
| Q3 | 9.04 |
| 95-th percentile | 9.6 |
| Maximum | 9.92 |
| Range | 3.12 |
| Interquartile range (IQR) | 0.9125 |
Descriptive statistics
| Standard deviation | 0.6048128 |
|---|---|
| Coefficient of variation (CV) | 0.070520263 |
| Kurtosis | -0.5612784 |
| Mean | 8.57644 |
| Median Absolute Deviation (MAD) | 0.46 |
| Skewness | -0.026612517 |
| Sum | 4288.22 |
| Variance | 0.36579852 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.76 | 9 | 1.8% |
| 8 | 9 | 1.8% |
| 8.12 | 7 | 1.4% |
| 8.45 | 7 | 1.4% |
| 8.54 | 7 | 1.4% |
| 8.56 | 7 | 1.4% |
| 8.65 | 6 | 1.2% |
| 7.88 | 6 | 1.2% |
| 9.11 | 6 | 1.2% |
| 9.04 | 6 | 1.2% |
| Other values (174) | 430 |
| Value | Count | Frequency (%) |
| 6.8 | 1 | |
| 7.2 | 1 | |
| 7.21 | 1 | |
| 7.23 | 1 | |
| 7.25 | 1 | |
| 7.28 | 1 | |
| 7.3 | 1 | |
| 7.34 | 2 | |
| 7.36 | 1 | |
| 7.4 | 1 |
| Value | Count | Frequency (%) |
| 9.92 | 1 | 0.2% |
| 9.91 | 1 | 0.2% |
| 9.87 | 2 | |
| 9.86 | 1 | 0.2% |
| 9.82 | 1 | 0.2% |
| 9.8 | 3 | |
| 9.78 | 1 | 0.2% |
| 9.76 | 2 | |
| 9.74 | 1 | 0.2% |
| 9.7 | 2 |
Research
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 500 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 0 | 220 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 0 | 220 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 0 | 220 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 500 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 0 | 220 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 500 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 0 | 220 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 280 | |
| 0 | 220 |
Chance of Admit
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72174 |
| Minimum | 0.34 |
|---|---|
| Maximum | 0.97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.47 |
| Q1 | 0.63 |
| median | 0.72 |
| Q3 | 0.82 |
| 95-th percentile | 0.94 |
| Maximum | 0.97 |
| Range | 0.63 |
| Interquartile range (IQR) | 0.19 |
Descriptive statistics
| Standard deviation | 0.1411404 |
|---|---|
| Coefficient of variation (CV) | 0.19555575 |
| Kurtosis | -0.4546818 |
| Mean | 0.72174 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.28996621 |
| Sum | 360.87 |
| Variance | 0.019920614 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.71 | 23 | 4.6% |
| 0.64 | 19 | 3.8% |
| 0.73 | 18 | 3.6% |
| 0.72 | 16 | 3.2% |
| 0.79 | 16 | 3.2% |
| 0.78 | 15 | 3.0% |
| 0.76 | 14 | 2.8% |
| 0.62 | 13 | 2.6% |
| 0.94 | 13 | 2.6% |
| 0.7 | 13 | 2.6% |
| Other values (51) | 340 |
| Value | Count | Frequency (%) |
| 0.34 | 2 | 0.4% |
| 0.36 | 2 | 0.4% |
| 0.37 | 1 | 0.2% |
| 0.38 | 2 | 0.4% |
| 0.39 | 1 | 0.2% |
| 0.42 | 4 | |
| 0.43 | 1 | 0.2% |
| 0.44 | 3 | |
| 0.45 | 3 | |
| 0.46 | 5 |
| Value | Count | Frequency (%) |
| 0.97 | 4 | 0.8% |
| 0.96 | 8 | |
| 0.95 | 5 | 1.0% |
| 0.94 | 13 | |
| 0.93 | 12 | |
| 0.92 | 9 | |
| 0.91 | 10 | |
| 0.9 | 9 | |
| 0.89 | 11 | |
| 0.88 | 4 | 0.8% |
| GRE Score | TOEFL Score | University Rating | SOP | LOR | CGPA | Chance of Admit | Research | |
|---|---|---|---|---|---|---|---|---|
| GRE Score | 1.000 | 0.817 | 0.626 | 0.614 | 0.515 | 0.821 | 0.811 | 0.568 |
| TOEFL Score | 0.817 | 1.000 | 0.633 | 0.644 | 0.518 | 0.804 | 0.788 | 0.473 |
| University Rating | 0.626 | 0.633 | 1.000 | 0.708 | 0.594 | 0.689 | 0.689 | 0.426 |
| SOP | 0.614 | 0.644 | 0.708 | 1.000 | 0.663 | 0.717 | 0.703 | 0.394 |
| LOR | 0.515 | 0.518 | 0.594 | 0.663 | 1.000 | 0.640 | 0.644 | 0.357 |
| CGPA | 0.821 | 0.804 | 0.689 | 0.717 | 0.640 | 1.000 | 0.889 | 0.496 |
| Chance of Admit | 0.811 | 0.788 | 0.689 | 0.703 | 0.644 | 0.889 | 1.000 | 0.555 |
| Research | 0.568 | 0.473 | 0.426 | 0.394 | 0.357 | 0.496 | 0.555 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| GRE Score | TOEFL Score | University Rating | SOP | LOR | CGPA | Research | Chance of Admit | |
|---|---|---|---|---|---|---|---|---|
| 0 | 337.000000 | 118.0 | 4.000000 | 4.5 | 4.5 | 9.65 | 1 | 0.92 |
| 1 | 324.000000 | 107.0 | 4.000000 | 4.0 | 4.5 | 8.87 | 1 | 0.76 |
| 2 | 316.558763 | 104.0 | 3.000000 | 3.0 | 3.5 | 8.00 | 1 | 0.72 |
| 3 | 322.000000 | 110.0 | 3.000000 | 3.5 | 2.5 | 8.67 | 1 | 0.80 |
| 4 | 314.000000 | 103.0 | 2.000000 | 2.0 | 3.0 | 8.21 | 0 | 0.65 |
| 5 | 330.000000 | 115.0 | 5.000000 | 4.5 | 3.0 | 9.34 | 1 | 0.90 |
| 6 | 321.000000 | 109.0 | 3.121649 | 3.0 | 4.0 | 8.20 | 1 | 0.75 |
| 7 | 308.000000 | 101.0 | 2.000000 | 3.0 | 4.0 | 7.90 | 0 | 0.68 |
| 8 | 302.000000 | 102.0 | 1.000000 | 2.0 | 1.5 | 8.00 | 0 | 0.50 |
| 9 | 323.000000 | 108.0 | 3.000000 | 3.5 | 3.0 | 8.60 | 0 | 0.45 |
| GRE Score | TOEFL Score | University Rating | SOP | LOR | CGPA | Research | Chance of Admit | |
|---|---|---|---|---|---|---|---|---|
| 490 | 307.0 | 105.0 | 2.0 | 2.5 | 4.5 | 8.12 | 1 | 0.67 |
| 491 | 297.0 | 99.0 | 4.0 | 3.0 | 3.5 | 7.81 | 0 | 0.54 |
| 492 | 298.0 | 101.0 | 4.0 | 2.5 | 4.5 | 7.69 | 1 | 0.53 |
| 493 | 300.0 | 95.0 | 2.0 | 3.0 | 1.5 | 8.22 | 1 | 0.62 |
| 494 | 301.0 | 99.0 | 3.0 | 2.5 | 2.0 | 8.45 | 1 | 0.68 |
| 495 | 332.0 | 108.0 | 5.0 | 4.5 | 4.0 | 9.02 | 1 | 0.87 |
| 496 | 337.0 | 117.0 | 5.0 | 5.0 | 5.0 | 9.87 | 1 | 0.96 |
| 497 | 330.0 | 120.0 | 5.0 | 4.5 | 5.0 | 9.56 | 1 | 0.93 |
| 498 | 312.0 | 103.0 | 4.0 | 4.0 | 5.0 | 8.43 | 0 | 0.73 |
| 499 | 327.0 | 113.0 | 4.0 | 4.5 | 4.5 | 9.04 | 0 | 0.84 |